# Super Resolution on ImageNet (PSNR, LPIPS, FID, P-FID)

Source: [Super Resolution on ImageNet (PSNR, LPIPS, FID, P-FID)](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-psnr-lpips-fid-p-fid>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:56:37.267Z

Evaluation of Super-Resolution models on the standard ImageNet dataset, assessed using PSNR, LPIPS, FID, and P-FID metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Super Resolution |
| Dataset (including any stated split) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PSNR](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-psnr-lpips-fid-p-fid.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-psnr-lpips-fid-p-fid.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-psnr-lpips-fid-p-fid.md?metric=FID>): Lower is better; unit: SCALAR.

- [P-FID](<https://www.sota2.com/research/sota/super-resolution-on-imagenet-psnr-lpips-fid-p-fid.md?metric=P-FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DiffStateGrad | 26.25 | Not recorded | 69608b6753fdd5c3617441e9 |
| MCLC | 26.25 | Not recorded | 69608b6753fdd5c3617441e9 |
| LDPS | 26.22 | Not recorded | 69608b6753fdd5c3617441e9 |
| DiffStateGrad | 26.22 | Not recorded | 69608b6753fdd5c3617441e9 |
| LatentDAPS | 26.21 | Not recorded | 69608b6753fdd5c3617441e9 |
| MCLC | 26.2 | Not recorded | 69608b6753fdd5c3617441e9 |
| MCLC | 25.76 | Not recorded | 69608b6753fdd5c3617441e9 |
| DiffStateGrad | 25.37 | Not recorded | 69608b6753fdd5c3617441e9 |
| PSLD | 25.21 | Not recorded | 69608b6753fdd5c3617441e9 |
| MCLC | 25.02 | Not recorded | 69608b6753fdd5c3617441e9 |
| ReSample | 23.37 | Not recorded | 69608b6753fdd5c3617441e9 |
| DiffStateGrad | 22.51 | Not recorded | 69608b6753fdd5c3617441e9 |

### DiffStateGrad

PSNR: 26.25. Result ID: 6997d89c5698665ec430bf03.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"LDPS","Scale Factor":"4x"}. This record does not assert independent reproduction.

### MCLC

PSNR: 26.25. Result ID: 6997d89c5698665ec430bf0d.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"LatentDAPS","Scale Factor":"4x"}. This record does not assert independent reproduction.

### LDPS

PSNR: 26.22. Result ID: 6997d89c5698665ec430bf02.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"Base Method":"LDPS","Scale Factor":"4x"}. This record does not assert independent reproduction.

### DiffStateGrad

PSNR: 26.22. Result ID: 6997d89c5698665ec430bf0c.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"LatentDAPS","Scale Factor":"4x"}. This record does not assert independent reproduction.

### LatentDAPS

PSNR: 26.21. Result ID: 6997d89c5698665ec430bf0b.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Base Method":"LatentDAPS","Scale Factor":"4x"}. This record does not assert independent reproduction.

### MCLC

PSNR: 26.2. Result ID: 6997d89c5698665ec430bf04.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"LDPS","Scale Factor":"4x"}. This record does not assert independent reproduction.

### MCLC

PSNR: 25.76. Result ID: 6997d89c5698665ec430bf0a.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"ReSample","Scale Factor":"4x"}. This record does not assert independent reproduction.

### DiffStateGrad

PSNR: 25.37. Result ID: 6997d89c5698665ec430bf06.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"PSLD","Scale Factor":"4x"}. This record does not assert independent reproduction.

### PSLD

PSNR: 25.21. Result ID: 6997d89c5698665ec430bf05.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea48057.md>)

[Implementation](<https://github.com/LituRout/PSLD>)

Recorded evaluation configuration: {"Base Method":"PSLD","Scale Factor":"4x"}. This record does not assert independent reproduction.

### MCLC

PSNR: 25.02. Result ID: 6997d89c5698665ec430bf07.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"PSLD","Scale Factor":"4x"}. This record does not assert independent reproduction.

### ReSample

PSNR: 23.37. Result ID: 6997d89c5698665ec430bf08.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596ef.md>)

Recorded evaluation configuration: {"Base Method":"ReSample","Scale Factor":"4x"}. This record does not assert independent reproduction.

### DiffStateGrad

PSNR: 22.51. Result ID: 6997d89c5698665ec430bf09.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"ReSample","Scale Factor":"4x"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
